{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f498d6ae-7919-47f8-baaf-826aa9660f51",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install openai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5b22e326-3f38-44eb-a4d8-a2f91ade3409",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai import OpenAIEmbeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "035c3005-e9ec-4ced-aab9-f339bb6228a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings_model = OpenAIEmbeddings(model=\"text-embedding-3-large\")\n",
    "\n",
    "# 如果你使用的是课程提供的API，则需要提供额外参数\n",
    "# embeddings_model = OpenAIEmbeddings(model=\"text-embedding-3-large\",\n",
    "#                                     openai_api_key=\"<你的API密钥>\",\n",
    "#                                     openai_api_base=\"https://api.aigc369.com/v1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f71c96c2-7837-492d-b966-e1cd9c9c930a",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeded_result = embeddings_model.embed_documents([\"Hello world!\", \"Hey bro\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3fda7d7e-c0a6-4d4a-abc3-817e4d01c74e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeded_result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "34a872a7-283f-4fe3-8695-727e3e5a10f2",
   "metadata": {},
   "outputs": [
    {
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       "  ...]]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embeded_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7eac0889-520d-4fd3-be40-7352e27c465c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3072"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(embeded_result[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d7de372f-ba68-434a-8687-045d73052b18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1024"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 如果希望嵌入向量维度更小，可以通过dimensions参数进行指定\n",
    "embeddings_model = OpenAIEmbeddings(model=\"text-embedding-3-large\", dimensions=1024)\n",
    "embeded_result = embeddings_model.embed_documents([\"Hello world!\", \"Hey bro\"])\n",
    "len(embeded_result[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e869264d-d8bb-449e-a67f-31b0036f58af",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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